{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b41e2b28-c723-452f-8e8e-a29b16af859d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage.restoration import denoise_wavelet\n",
    "from skimage.io import imread\n",
    "from skimage.metrics import peak_signal_noise_ratio as psnr\n",
    "\n",
    "# 读取含有噪音的图像\n",
    "clean_img = imread(\"img/cat.png\", as_gray=True)\n",
    "noisy_img = imread(\"img/cat_noisy.jpg\", as_gray=True)\n",
    "\n",
    "A = np.arange(0.01,1.00,0.01)\n",
    "x=0\n",
    "l1=[]\n",
    "for a in A:\n",
    "    wavelet_img = denoise_wavelet(noisy_img,sigma=a)\n",
    "    wavelet_psnr = psnr(clean_img, wavelet_img)\n",
    "\n",
    "    l1.append(wavelet_psnr)\n",
    "    if x<wavelet_psnr:\n",
    "        z=a\n",
    "        x=wavelet_psnr\n",
    "# 使用 denoise_wavelet 方法对含有噪音的图像 noisy_img 进行小波去噪\n",
    "wavelet_img1 = denoise_wavelet(noisy_img,sigma=z)\n",
    "\n",
    "# 画出图像\n",
    "fg, ax = plt.subplots(1, 4, figsize=(20, 3))\n",
    "\n",
    "# 在第一个子图中展示干净图像\n",
    "ax[0].imshow(clean_img,cmap='gray')\n",
    "ax[0].set_title('Noise-Free Image')\n",
    "\n",
    "# 在第二个子图中展示原始的噪音图像\n",
    "ax[1].imshow(noisy_img, cmap='gray')\n",
    "ax[1].set_title('Noisy Image')\n",
    "\n",
    "# 在第三个子图中展示小波去噪后的结果\n",
    "ax[2].imshow(wavelet_img1, cmap='gray')\n",
    "ax[2].set_title(f'Wavelet Denoised (Best Sigma:{z}, PSNR:{x})')\n",
    "\n",
    "# 在第四个子图上展示搜素过程\n",
    "ax[3].plot(A,l1)\n",
    "ax[3].set_title('PSNR vs Sigma')\n",
    "ax[3].annotate((z,x), xy=(z,x), xytext=(z+0.2,x),arrowprops={'arrowstyle':'->','facecolor':'red'})\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "af852cd5-584d-4214-ae89-fdf8c037db7d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "87957605c3e845488e91ae2536b45db1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='img_list1', options=(('MRI', ('img/MRI_clean.tif', 'img/MRI_noisy.…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.optimize_denoise(img_list1)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from skimage import io,img_as_float\n",
    "import ipywidgets\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "from skimage.restoration import (denoise_tv_chambolle,denoise_bilateral,denoise_wavelet,denoise_nl_means)\n",
    "from skimage.metrics import peak_signal_noise_ratio as psnr\n",
    "\n",
    "\n",
    "\n",
    "def fft2_denoise(im):\n",
    "\n",
    "    h,w=im.shape\n",
    "    \n",
    "    #获得平移的傅里叶系数\n",
    "    fCoef=np.fft.fftshift(np.fft.fft2(im))\n",
    "    #放大傅里叶系数获得振幅谱\n",
    "    amp_list=np.log(np.abs(fCoef))\n",
    "    \n",
    "    #生成一个高斯掩膜\n",
    "    sigma=0.4 #开口大小\n",
    "    new_with=max(h,w)  #选择最长边作为高斯分布标准\n",
    "    xr=stats.zscore(np.arange(new_with))  \n",
    "    [x,y]=np.meshgrid(xr,xr)  #获取标准正态分布2D平面所有点的坐标\n",
    "    mask=np.exp(-(x**2+y**2)/(2*sigma**2))\n",
    "    #截取多余部分\n",
    "    if h>w:\n",
    "        wmin=(h-w)//2\n",
    "        wmax=wmin+w\n",
    "        mask=mask[:,wmin:wmax]\n",
    "    else:\n",
    "        hmin=(w-h)//2\n",
    "        hmax=hmin+h\n",
    "        mask=mask[hmin:hmax,:]\n",
    "    \n",
    "    #掩膜掩盖傅里叶系数\n",
    "    fCoef_masked=fCoef*mask\n",
    "    \n",
    "    #获得通过逆傅里叶变换还原傅里叶系数(需要先逆平移)\n",
    "    im_denoised=np.fft.ifft2(np.fft.ifftshift(fCoef_masked)).real\n",
    "    return im_denoised\n",
    "\n",
    "def optimize_denoise(img_list1):\n",
    "    #读取并转换为float\n",
    "    clean_img=img_as_float(io.imread(img_list1[0],as_gray=True))\n",
    "    noisy_img=img_as_float(io.imread(img_list1[1],as_gray=True))\n",
    "    psnr_list=[]\n",
    "    \n",
    "    #双边滤波去噪并计算psnr\n",
    "    bilateral_img=denoise_bilateral(noisy_img,multichannel=False)\n",
    "    bilateral_psnr=psnr(clean_img,bilateral_img)\n",
    "    psnr_list.append(bilateral_psnr)\n",
    "    print(f'''bilateral PSNR:{bilateral_psnr}''')\n",
    "    \n",
    "    #全变分去噪并计算psnr\n",
    "    tv_img=denoise_tv_chambolle(noisy_img)\n",
    "    tv_psnr=psnr(clean_img,tv_img)\n",
    "    psnr_list.append(tv_psnr)\n",
    "    print(f'''tv PSNR:{tv_psnr}''')\n",
    "    \n",
    "    #小波去噪并计算psnr\n",
    "    wavelet_img=denoise_wavelet(noisy_img)\n",
    "    wavelet_psnr=psnr(clean_img,wavelet_img)\n",
    "    psnr_list.append(wavelet_psnr)\n",
    "    print(f'''wavelet PSNR:{wavelet_psnr}''')\n",
    "    \n",
    "    #非局部均值去噪并计算psnr\n",
    "    nlm_img=denoise_nl_means(noisy_img,patch_size=9,patch_distance=5)\n",
    "    nlm_psnr=psnr(clean_img,nlm_img)\n",
    "    psnr_list.append(nlm_psnr)\n",
    "    print(f'''NLM PSNR:{nlm_psnr}''')\n",
    "    \n",
    "    #fft2去噪计算psnr\n",
    "    fft2_img=fft2_denoise(noisy_img)\n",
    "    fft2_psnr=psnr(clean_img,fft2_img)\n",
    "    psnr_list.append(fft2_psnr)\n",
    "    print(f'''fft2 PSNR:{fft2_psnr}''')\n",
    "    \n",
    "    #寻找psnr最大的去噪算法的索引\n",
    "    psnr_max=np.argmax(psnr_list)\n",
    "    \n",
    "    fg,ax=plt.subplots(1,3,figsize=(20,5))\n",
    "    ax[0].imshow(clean_img,cmap='gray')\n",
    "    ax[0].set_title('clean_img')\n",
    "    ax[1].imshow(noisy_img,cmap='gray')\n",
    "    ax[1].set_title('noisy_img')\n",
    "    if(psnr_max==0):\n",
    "        ax[2].imshow(bilateral_img,cmap='gray')\n",
    "        ax[2].set_title(f'''bilateral:{bilateral_psnr}''')\n",
    "    if(psnr_max==1):\n",
    "        ax[2].imshow(tv_img,cmap='gray')\n",
    "        ax[2].set_title(f'''tv:{tv_psnr}''')\n",
    "    if(psnr_max==2):\n",
    "        ax[2].imshow(wavelet_img,cmap='gray')\n",
    "        ax[2].set_title(f'''wavelet:{wavelet_psnr}''')\n",
    "    if(psnr_max==3):\n",
    "        ax[2].imshow(nlm_img,cmap='gray')\n",
    "        ax[2].set_title(f'''NLM:{nlm_psnr}''')\n",
    "    if(psnr_max==4):\n",
    "        ax[2].imshow(fft2_img,cmap='gray')\n",
    "        ax[2].set_title(f'''fft2:{fft2_psnr}''')\n",
    "        \n",
    "x = ipywidgets.Dropdown(\n",
    "    options=[('MRI', (\"img/MRI_clean.tif\",\"img/MRI_noisy.tif\")),\n",
    "             ('cat', (\"img/cat.png\",\"img/cat_noisy.jpg\")), \n",
    "             ('balloon', (\"img/balloon.jpg\",\"img/balloon_noisy.jpg\")), \n",
    "             ('einstein', (\"img/einstein.jpg\",\"img/einstein_noisy.jpg\")),\n",
    "             ]\n",
    "    )\n",
    "ipywidgets.interact(optimize_denoise, img_list1=x)           "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e14235b-2d54-4576-ba20-4d3f0acedb8d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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